{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Rolling Regression\n",
    "\n",
    "* [Pairs trading](https://www.quantopian.com/posts/pairs-trading-algorithm-1) is a famous technique in algorithmic trading that plays two stocks against each other.\n",
    "* For this to work, stocks must be correlated (cointegrated).\n",
    "* One common example is the price of gold (GLD) and the price of gold mining operations (GFI)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import pymc3 as pm\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lets load the prices of GFI and GLD."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>GFI</th>\n",
       "      <th>GLD</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-04</th>\n",
       "      <td>13.55</td>\n",
       "      <td>109.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-05</th>\n",
       "      <td>13.51</td>\n",
       "      <td>109.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-06</th>\n",
       "      <td>13.70</td>\n",
       "      <td>110.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-07</th>\n",
       "      <td>13.63</td>\n",
       "      <td>111.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-01-08</th>\n",
       "      <td>13.72</td>\n",
       "      <td>111.52</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              GFI     GLD\n",
       "Date                     \n",
       "2010-01-04  13.55  109.82\n",
       "2010-01-05  13.51  109.88\n",
       "2010-01-06  13.70  110.71\n",
       "2010-01-07  13.63  111.07\n",
       "2010-01-08  13.72  111.52"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# from pandas_datareader import data\n",
    "# prices = data.GoogleDailyReader(symbols=['GLD', 'GFI'], end='2014-8-1').read().loc['Open', :, :]\n",
    "\n",
    "prices = pd.read_csv(pm.get_data('stock_prices.csv')).dropna()\n",
    "prices['Date'] = pd.DatetimeIndex(prices['Date'])\n",
    "prices = prices.set_index('Date')\n",
    "prices_zscored = (prices - prices.mean()) / prices.std()\n",
    "prices.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plotting the prices over time suggests a strong correlation. However, the correlation seems to change over time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 648x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(9, 6))\n",
    "ax = fig.add_subplot(111, xlabel='Price GFI in \\$', ylabel='Price GLD in \\$')\n",
    "colors = np.linspace(0.1, 1, len(prices))\n",
    "mymap = plt.get_cmap(\"winter\")\n",
    "sc = ax.scatter(prices.GFI, prices.GLD, c=colors, cmap=mymap, lw=0)\n",
    "cb = plt.colorbar(sc)\n",
    "cb.ax.set_yticklabels([str(p.date()) for p in prices[::len(prices)//10].index]);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A naive approach would be to estimate a linear model and ignore the time domain."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (2 chains in 2 jobs)\n",
      "NUTS: [sd, GFI, Intercept]\n",
      "Sampling 2 chains: 100%|██████████| 6000/6000 [00:09<00:00, 656.59draws/s]\n"
     ]
    }
   ],
   "source": [
    "with pm.Model() as model_reg:\n",
    "    pm.glm.GLM.from_formula('GLD ~ GFI', prices)\n",
    "    trace_reg = pm.sample(2000, tune=1000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The posterior predictive plot shows how bad the fit is."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 648x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(9, 6))\n",
    "ax = fig.add_subplot(111, xlabel='Price GFI in \\$', ylabel='Price GLD in \\$', \n",
    "            title='Posterior predictive regression lines')\n",
    "sc = ax.scatter(prices.GFI, prices.GLD, c=colors, cmap=mymap, lw=0)\n",
    "pm.plot_posterior_predictive_glm(trace_reg[100:], samples=100, \n",
    "                              label='posterior predictive regression lines',\n",
    "                              lm=lambda x, sample: sample['Intercept'] + sample['GFI'] * x,\n",
    "                              eval=np.linspace(prices.GFI.min(), prices.GFI.max(), 100))\n",
    "cb = plt.colorbar(sc)\n",
    "cb.ax.set_yticklabels([str(p.date()) for p in prices[::len(prices)//10].index]);\n",
    "ax.legend(loc=0);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Rolling regression\n",
    "\n",
    "Next, we will build an improved model that will allow for changes in the regression coefficients over time. Specifically, we will assume that intercept and slope follow a random-walk through time. That idea is similar to the [stochastic volatility model](stochastic_volatility.ipynb).\n",
    "\n",
    "$$ \\alpha_t \\sim \\mathcal{N}(\\alpha_{t-1}, \\sigma_\\alpha^2) $$\n",
    "$$ \\beta_t \\sim \\mathcal{N}(\\beta_{t-1}, \\sigma_\\beta^2) $$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, lets define the hyper-priors for $\\sigma_\\alpha^2$ and $\\sigma_\\beta^2$. This parameter can be interpreted as the volatility in the regression coefficients."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_randomwalk = pm.Model()\n",
    "with model_randomwalk:\n",
    "    # std of random walk\n",
    "    sigma_alpha = pm.Exponential('sigma_alpha', 50.)\n",
    "    sigma_beta = pm.Exponential('sigma_beta', 50.)\n",
    "    \n",
    "    alpha = pm.GaussianRandomWalk('alpha', sigma=sigma_alpha, \n",
    "                                  shape=len(prices))\n",
    "    beta = pm.GaussianRandomWalk('beta', sigma=sigma_beta, \n",
    "                                 shape=len(prices))       "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Perform the regression given coefficients and data and link to the data via the likelihood."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "with model_randomwalk:\n",
    "    # Define regression\n",
    "    regression = alpha + beta * prices_zscored.GFI\n",
    "    \n",
    "    # Assume prices are Normally distributed, the mean comes from the regression.\n",
    "    sd = pm.HalfNormal('sd', sigma=.1)\n",
    "    likelihood = pm.Normal('y', \n",
    "                           mu=regression, \n",
    "                           sigma=sd, \n",
    "                           observed=prices_zscored.GLD)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Inference. Despite this being quite a complex model, NUTS handles it wells."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [sd, beta, alpha, sigma_beta, sigma_alpha]\n",
      "Sampling 4 chains: 100%|██████████| 10000/10000 [17:33<00:00,  4.81draws/s]\n",
      "The acceptance probability does not match the target. It is 0.6880391404482192, but should be close to 0.9. Try to increase the number of tuning steps.\n",
      "The chain reached the maximum tree depth. Increase max_treedepth, increase target_accept or reparameterize.\n",
      "The chain reached the maximum tree depth. Increase max_treedepth, increase target_accept or reparameterize.\n",
      "The chain reached the maximum tree depth. Increase max_treedepth, increase target_accept or reparameterize.\n",
      "The acceptance probability does not match the target. It is 0.9795619811576803, but should be close to 0.9. Try to increase the number of tuning steps.\n",
      "The chain reached the maximum tree depth. Increase max_treedepth, increase target_accept or reparameterize.\n",
      "The gelman-rubin statistic is larger than 1.4 for some parameters. The sampler did not converge.\n",
      "The estimated number of effective samples is smaller than 200 for some parameters.\n"
     ]
    }
   ],
   "source": [
    "with model_randomwalk:\n",
    "    trace_rw = pm.sample(tune=2000, cores=4, \n",
    "                         target_accept=0.9)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Increasing the tree-depth does indeed help but it makes sampling very slow. The results look identical with this run, however."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analysis of results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As can be seen below, $\\alpha$, the intercept, changes over time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfQAAAGDCAYAAADd8eLzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzsvXmYrFdZ7n2vGrq6ep57z3OSvTMnbHYSEgJhJiigB0UEFC+F48D5BP0UPU444QCKXiIq6oFPOQJ6VGRSIBAImedkJ3tM9th79zx319A1rO+Pu5+z3qquqq6qru63uvv5XVddVfWOq6qHez3PegZjrYWiKIqiKOubgN8DUBRFURRl5aigK4qiKMoGQAVdURRFUTYAKuiKoiiKsgFQQVcURVGUDYAKuqIoiqJsAFTQlU2PMebDxpjP+j2OlWCMiRpjvmyMmTbG/EsV51tjzIFaH7ueMMb8tTHmN/weh6JUiwq6sikwxvyoMeZxY8ycMWbQGPOfxpg7/B5XDXkbgH4A3dbaH/J7MPWOMeY9xpj7vdustT9trf1dv8akKCtFBV3Z8BhjfgHAnwH4CCh6uwB8EsBb/BxXjdkN4JS1Nu33QOoNY0zI7zEoylqggq5saIwx7QB+B8DPWWv/zVo7b61NWWu/bK39Jc+hDcaYfzDGzBpjnjfGHPZc41eMMS8u7jtmjPkBz773GGPuN8Z8zBgzaYw5a4x5o2f/XmPMfYvn3mOM+Uuve98Yc6sx5kFjzJQx5hljzCtLfJZDxpjvLB77vDHmzYvbfxvAbwJ4+6IH4icLnHvEGPPQ4rmDxphPGGMaitznM4vu528ujvu7xpjdeYe9xhhzevF6f2mMMYvn7jfGfNsYM26MGTPG/G9jTEeJz/QyY8xji0sFjxljXra4/e3GmMfzjv2gMeZLi68ji9/5BWPM8OJ4o4v7XmmMGTDGfMgYMwTg0/nfI4C/BnDb4vc15fncv5d3jV82xowsfmdvNcbcbYw5ZYyZMMb8T881A57fk3FjzD8bY7qKfW5FWRWstfrQx4Z9AHgDgDSAUIljPgwgAeBuAEEAfwDgYc/+HwKwDZwAvx3APICti/veAyAF4L2L5/4MgMsAzOL+hwB8DEADgDsAzAD47OK+7QDGF+8bAPDaxfe9BcYYBvACgP+5eK1XAZgFcJXnM3y2xGd8CYBbAYQA7AFwHMAHPPstgAOLrz+zeO07AUQA/DmA+/OO/QqADtDbMQrgDYv7Dix+jgiAXgD3AfizImPqAjAJ4N2L43rH4vtuAE2LY7jCc/xjAH5k8fXHAXxp8RqtAL4M4A8W971y8Wf+R4vjiBa493u8n8nzuX8v7xq/ufjdv3fxc/7T4v2uARAHsHfx+J8H8DCAHYv3/BsAn/P7918fm+vh+wD0oY/VfAB4J4ChZY75MIB7PO+vBhAvcfzTAN6y+Po9AF7w7GtaFLwti2KXBtDk2f9ZOEH/EIB/zLv21wH8eIF7vhzAEICAZ9vnAHzY8xmKCnqB630AwL973ucL+uc9+1oAZADs9Bx7h2f/PwP4lSL3eSuAp4rsezeAR/O2PQTgPZ7v6jcXX1+xKPBNAAw4qdrvOe82AGcXX78SwAKAxhKfvxxBjwMILr5vXfzct3iOfwLAWxdfHwfwas++reBEr+hEUh/6qPVDXe7KRmccQE8Z66hDntcxAI1yjjHmx4wxTy+6l6cAXAugp9C51trY4ssW0Kqf8GwDgIue17sB/JBcd/Had4BikM82ABettVnPtvOglb8sxpgrjTFfMcYMGWNmwHiCnhKn/N9xWmvnAEwsjkHI/75aFu/Tb4z5vDHm0uJ9PlviPtsWP4MX72f6J9BqB4AfBfDFxe+yFxT2Jzzf238tbhdGrbWJEp+vHMattZnF1/HF52HP/jgWPzf4s/x3z3iOg5Og/hWOQVHKRgVd2eg8BCAJWooVs7h2/LcA3g9GkHcAeA60EpdjEECXMabJs22n5/VF0ELv8DyarbV/WOBalwHsNMZ4/2Z3AbhU5kf5KwAnQBd2G+i6L/UZ/u84jTEtoGv7chn3+QhoyV63eJ93lbjPZVAIvXg/0zcB9BpjbgSF/Z8Wt4+BYnqN53trt9a2eK6zXBvJWreZvAjgjXk/y0Zrbbk/H0VZMSroyobGWjsNroP+5WJQU5MxJmyMeaMx5o/LuEQz+M9/FACMMT8BWujl3Ps8gMcBfNgY02CMuQ3A93sO+SyA7zfGvN4YEzTGNC4GY+0ocLlHQEv4lxfH/8rFa32+nLGALuMZAHPGmIPgWn8p7jbG3LEYOPe7YEzBxWXOkfvMAZg2xmwH8Esljv0agCsNUwpDxpi3g8sdXwEAa20KwL8A+Cg4ofjm4vYsOMn6uDGmDwCMMduNMa8vY3zCMIAdxQIDq+CvAfy+BA8aY3qNMRspi0JZB6igKxsea+2fAPgFAL8OCvNF0OL+YhnnHgPwJ6ClPwzgOgAPVHD7d4Lru+MAfg/AF0CPARYF8i2gtSzj+iUU+Lu01i6AAv5G0EL9JIAfs9aeKHMc/y/otp4FxfALyxz/TwB+C3S1vwS0tMvhtwHcDGAawFcB/FuxA6214wC+D8Avgt/PLwP4PmvtWN44XgPgX2xuSt6HwCDBhxdd+/cAuKrMMQLAtwE8D2DIGDO23MFl8OdgkN43jDGzYIDcLbJzMZr+5TW4j6IURSJxFUVZA4wxXwBwwlr7W36PpRjGmM8AGLDW/rrfY1EUpXzUQleUVcQY89LF3OyAMeYNoEW+rGdAURSlUrSCkqKsLltAt3M3gAEAP2OtfcrfISmKshFRl7uiKIqibADU5a4oiqIoGwAVdEVRFEXZAKyrNfSenh67Z88ev4ehKIqiKGvCE088MWat7V3+SB8F3RjTCDZuiCyO4/8sl8qzZ88ePP7446UOURRFUZQNgzEmvzxyUfy00JMAXmWtnTPGhAHcb4z5T2vtwz6OSVEURVHWJb4JumV4/dzi2/DiQ0PuFUVRFKUKfA2KW6xf/TSAEQDftNY+UuCY9xljHjfGPD46Orr2g1QURVGUdYCvgm6tzVhrbwSwA8ARY8ySphfW2k9Zaw9baw/39pYVF6AoiqIom466SFuz1k4BuBfAG/wei6IoiqKsR3wT9MX2gh2Lr6MAXgv2a1YURVEUpUL8jHLfCuD/M8YEwYnFP1trv+LjeBRFURRl3eJnlPuzAG7y6/6KoiiKspGoizV0RVEURVFWhgq6oiiKomwAVNAVRVEUZQOggq4oiqIo5WItH3XIuuq2piiKoii+MTvL52AQaGrydywFUAtdURRFUZYjk3GvUyn/xlECFXRFURRFWQ5xs2ezwPw8EIv5O54CqKAriqIoSimSSeduj0b5PDOTa7XXASroiqIoilKKhQUgHqeAz805az2ZzD0ukfDVcldBVxRFUZRSZLN8npmhaAcC3GZt7nq6HOcTKuiKoiiKUgxruWYOAMbwORikqMditNynptyxcowPqKAriqIoSjG8OecNDXwOheiGt5aiHosB6bTvgq556IqiKIpSjHicz9PTFOxwGGht5fp5MOgEfHSU+7u6fBuqWuiKoiiKUohMhsJtLaPbGxr4OpvlI5GgqAO5aW0+oYKuKIqiKIUQ4QZomadSjHJfWHD7slm+B2ith8O+DVcFXVEURVEKIYJtDMVc3O/xONDcTKs9m6UlH487q90nVNAVRVEUpRDpNB8AhVoC4RYWXFEZY1yQXCzma7EZFXRFURRFKYQEvrW0sFJcJuOi2icmgMlJCnwyyX2ZjEtx8wGNclcURVGUQmSzzvoWC3142BWWCQa5TSLgGxv5evt2X4argq4oiqIohchm6XKfmOAa+fg4cPYshbu/n+vqIyMU9UCAa+qah64oiqIodcbsLIV8bo5lX4eH+Tw6SlFvb6cF393N46NRoKPDt+GqoCuKoihKPuk0Le9Uiq8lyt1aCvz0NK1xEXVrWXBGBV1RFEVR6oR0moFvySRFO5mkgE9N8RGNApEIn1tbeY5EuTc18eEDGuWuKIqibD6k6Yq3W5psl4j1mRkK+OwsI9olsn162rni02kem0o5F71PqIWuKIqibD5SqdxCMKEQt83P09KWUq4i1AMDDIpLJhkIZy0t8bExprWlUox697FSnAq6oiiKsj6ptrtZOk1hltezswxyGxri9azldmMo1hMTtMYljS0e5zmJBC34WIx13nt6cruzrTEq6IqiKMr6wlqKaTrt1rArwesWn5hw1rm4z+fmuEaeSnGfuNrb22nBz89zfzzO44eHgc5Onu9jcxYVdEVRFKX+yWRcZ7PJSVrGLS20jBsaqrPUk0la162tFPG5Ob43hveTEq8DA7xnMEjRjsf5en6e7vfpaV5r/35n+fuACrqiKIpS3ywsUCgbG53L+9IlrlcfOECruKuL+8pFrPz5eU4M5ua4Hh4O83oNDQyKCwToik+lKPZSQGZuzhWWGR6mwA8O8twtW1bvuyiBCrqiKIpS34gbW6z0eBw4f54CHo3Sam5oWD4HXGqzAxT0iQluS6VoZYfD3B6P85qTk7z+/HxuG1VjKO5SIU5S26SKnE+ooCuKoij+ks1SEKPR0sel0xTxc+eAxx5j+VUp7NLXx5amEmUurvHmZoqudEnLZt37S5dcQFsyyXMiEQq5dE6T0q7BIMVa+qHPztKCl/apySSv19a26l9XMVTQFUVRFH+RXuIitvlI5Li1tKRHRoCjR4Hnnwd27KDrXAS9q4vHStvTTIbXlPQ0uVYg4BqrhMMU8Lk5WvmJBM+TGu6JBNfZYzEen07Tahe3ezLJSUEsBuzdu7rfVQlU0BVFURR/EXd2MUH3MjpKS/jsWbq6T5+mmI6MMG1M3PLS1rShwbnMJWDNGAa6zczQGo/HaVmL5R0MOlf+7CzPD4VovafTFPhYjOeGQhxzayu3a2EZRVEUZVOTzRbP4baWopnJMEDtsccYwGYt8PTTQG8vsG8fo8yt5bVkjXt2lqIO8H06zcfYGHD5Mq3waJTnSJpaOEzxlkj3eNwJ9sQE7xGLMQiuvZ3HAZwURCJr830VQAVdURRF8Rcpw5pMMp87GMy11EXQGxoYDHfiBN3dAHDyJK327duBG26gAE9O0vqWEq7GcP27qYn3mJhg2tvgIJ+7uyn8kYjLSQ+HOXkYGnLBdJOTHKcUppH0tYYGin1b2/IehlVEBV1RFEXxD2udZS5r2pEIH2JZy3HGUFSHh932gQGK6cWLFOhgkC55sax7e7m/pYUiHY3yGpLLPjvLtXdJeUsmeVwiwddTUxTp+XleV4rJpNPcZy3HGQ5zn7rcFUVRlE2JuK/n5504xmIU1J4eV+RFxPWxxyj6QjzO7aOjdKEHg7TOYzHXQKW1lVb4xAQFfHSU15C67RcuUNRbWzmGbdt4zNSUC9iT915iMd4vEuGEQdbbfUIFXVEURfEPaynEkktuLQVScsIl/cxa4MUXgVOnllZjm52l1T4351zt0hFtagrYvZuPmRleb2DA1WMPBHieBL5Z66x1EeiFhcJCLf3SAV6vsZH38AkVdEVRFMVfpI2pBJRJGVfpQy4BbidO5LrbvZw7x25ovb2uiYq44yMRV7Z1cpLXEs+AVIabnOT6vbdwzNSUKweb32ZVSKV4D2+kvk9oP3RFURTFP7JZ13dcmqM0N3O7pJstLNAtPjBA13chxscZwBaL8fzJSWf5S565rKvPzTm3/fy862N+/ryrzz48zEj4dJrnFSOZ5P5EgtfRbmuKoijKpkPKr4oINzezsIsxFMholGIpa+QXL7oCMYWYn6ewS4W3RIIWdEcHcPw47zc6SuGVIjGCBLVNTLi1dXH1l0Is8nicYy3mQVgDVNAVRVEUf0gmKbDJpMv7lkh0sbiDQW5/7jlWhivFpUsMaJufdxZ2IkGhbWriGrdUjRPBlgh1qSg3McH0M0mjW64crReZEPiECrqiKIqydkg1uFSKQjs351zV7e0U3rk5Hjc4yGPGx4FHH2VQXCmmp13lt5ERF+yWTFLoOzsp0BIsl0xyrd0YCnsmQ7Fvb6erPZWqbE18YUGD4hRFUZRNgKyLNzTQMs9kKK7Dw66/uZRPlcj1mRkGww0MUNhLIelqsq7trbcuVd0kRW5kxKWkNTa6YjZSp106qVXS31zW6H1CBV1RFEVZnkSCrmlpP1oN1lJcpbf4zAxFembG9TmXJi2hEMX08mXg2DG605djZITHNTdTyBMJVyDmwgUKd0cHJwriIchk+Lq1lZMIqdUu3dcqtbjV5a4oiqLUHVIXXVzkInzVks3mpniNjVF4Mxluk5Ks4+O0kjMZWtYnTpRXsEXSzCTiHMhNURsacgFx3n7m09N8Docp5JLLLu76SlALXVEURak7EglaqU1NK7+WiDbgIseTSb4eG6O4trdTwM+fd4I7OEjLu1yspahOT3MCkslwmzRpkWA4CZZraHDiL93UpAKctGCthGrOqREq6IqiKEphvClZKyGV4jWkYIwEn0lQ3Llz3BcOAzt3UsSl0tuJE5XdS9zskj/ureQ2M+Nc6eIZEDd/JkNxb2x07yu1zgE3OfABFXRFURSlMCLAKy2WIpHqYumnUrTK43HX8SwU4jFikY+Oct17bKyye42MuMh170QkneYkQcbgzWeXbmozMzxP1vqr+dyl8uRXGRV0RVEUpXyk61klJJPOIo9EmFomBVwSCQq5HNPVxQIygQBFvVKBHB5m4NvsbG7KmaSgJRKuAp2XWIyfK5120fjrDBV0RVEUpTBeC1UKvGSzlUe6Z7NuvdxaF12eTFK8ZY08HKaLfWSEr5dLUyuGtDj1kk4vn1suwXPe9f51hG+CbozZCeAfAPQDsAA+Za39c7/GoyiKouThFXQpg+oNkLOWlmxzM18HirQHSadpMWcyLjVMcsZPn3bHjY05wZcua9VQqvb6ckJd6tw6x08LPQ3gF621TxpjWgE8YYz5prX2mI9jUhRFUQBnTctrwKWAARRnqbYmHc2KpbRNTgKPP87JgDEuVezcOUa0exkfd96AlYx9E+KboFtrBwEMLr6eNcYcB7AdgAq6oiiKn2QytJ4FWTf3inws5lLB4nEKuuSsyznSY3xkBDh7ltcYHaVF39nJ2uxTU4Xvr1RMXayhG2P2ALgJwCP+jkRRFGUTIkItzVG8udSNjdw+Pk5LXARdosbb2ynooVCuOz6b5bFS7e38eb6emKAl39qa625XVozvgm6MaQHwrwA+YK1dUmPPGPM+AO8DgF27dq3x6BRFUTY4EvEtFng4nLtfxH56ms9SGnV62lne0lClo8N1J/O66S9cAE6doitdupk1NRXvba5Uha+CbowJg2L+v621/1boGGvtpwB8CgAOHz68ORdGFEVRVgupnZ5OO1EXpPDKxIQrmHLpEoXcWgr16ChTzdJpus8bG3kdCT7LZIBnnwXOnHGThURiZTXhlYL4GeVuAPw9gOPW2j/1axyKoiibHqmels/8PF3tIyOsg75vH93nZ8+yM9qxY3y9YwfXzq+6Kne9PZXiRODYMVrqEkE+P881d6Wm+Gmh3w7g3QCOGmOeXtz2P621X/NxTIqiKJsPbyqXrH1L+9HhYT4uXmQAXCDAte+zZ9mffG6Oj64uTgzEfb+wQEtcqsLlU01ZVaUkfka53w+gwnJDiqIoSk3JjyiXfuSjo3S1j46yF/nkJAPb2tpodR8/7iq6hUJ0qcdiuZODeJxiPzi4tp9pk+J7UJyiKIriI5L33dTkOo1NTOTWU5+YYM54MEjX+9GjFHOp5JbJMBhOuqZJg5Nkkmvumoa2JqigK4qibGZmZuhij0RoTbe0OEE/d46iPTYGvPCCc61LNzRhYoIu+AsXeHxbm+t2ppHsa4YKuqIoymbFWlZwm5oC3vAGivEVV1CYjx/n9okJWuXz8xRyaaaSH0Q3NcXjpqdpoSeTFPPJSX8+2yZEBV1RFGWzYi3XvoeG6GrfvRvYv59r5adPU7QnJug2l/7hMzPcls/CAicBt9ziWpGePg088MDaf65Nigq6oijKZkUEfWCAqWW7dwMHD3J9fGqKojw6SotcAtyA4g1Onn+e5zY1sZDMM8+we5qyJqigK4qibFYWFrg+PjpK6zudBk6epIV+6pSz0GOxwnnq+Vy4wAlCSwut/mPHuA6vrAkq6IqiKGuNt4mJn8TjrvJbMMhxPfMMBX1kpHwhF6anKej9/cxdP3OGeejKmqCCriiKspYkk7SMm5v9F/WpKbrbYzEn6GfOUIxnlrTWKI+hIVrlx49zUqCsGSroiqIoa8XCAtehRTz9FvSJCUavA67pyrFjFPRquXSJNdvFZa+sGSroiqIoa0UySWs4k6GF7jdDQ7nvJSWtFte8cGFl11EqRgVdURRltclmaQlb6yLFU6mlrUrXmnxBB6p3tQtzc4Wvq6w6KuiKoiirjQSGzc3RpZ1MAt3dTO/yk1Onlm6rhZtcJi3KmqKCriiKstqYxT5U998P3Hcf654fPAj09fk7ruee8/f+Sk2pg7wJRVGUDU4qxYjye+8FHnkE+Pa3mRrmN8eP+z0CpYaooCuKoqw28/PM737mGRZueeEF4Ikn/B6VFn3ZYKjLXVEUZTWxlsJ5770U9FiM2x96iPvEHe/HuJQNhVroiqIoq0ksBnzve8B//IcTc4DivrDg37iUDYcKuqIoympy8iTF/MUXc7ePj+cK/FpTrMGKsm5RQVcURVktrAWefBJ48MHC+8tN78pkmOpWS+Lx2l5P8R0VdEVR1jfT0xS8emRuju72YuMbGyvvOrEY3fO1XPdWQd9wqKArirJ+icWAD34Q+OY3/R5JYZ5/Hvj3fy++/4UXlm7LZHLd4d7JQC3d5CutCKfUHSroiqKsX77zHeDTnwbe+Ea/R1KY++4DZmeL7z99eum24WH2JxdWS9AvXardtZS6QAVdUZT1y5ve5PcIipPJsIhMKZ59dum2VCq3h3ghEbeWjVRW4oJ/6qnqz1XqEhV0RVHWH4VErt7WhJNJlnotxbFjS7dduMAe5fJ5slmK9+yss9ZF9L3CXyknT1Z/rlKXqKArirK+SKVYeS0/0OzjH/dnPIXIZOg2HxkpfdzRo0u3JZMU83Saj1SK1xoaco1TJOJ9JZHvzz9f/blKXaKCrijK+iKTocjlp3z92q/5M55CZLOF3enlnDcwQPHOZPgYH2eswEMPuRasCwvA4CAt92pRQd9waOlXRVHWD3NzjM4eGCicCjY5CXR2rv248pmfZzGZSslk2AGtsRE4fBjo6qJr/NQpRvS/7GVAWxvFfGwMmJgAenqqKx87Pl75OUpdo4KuKMr6IJOhi3p8nAFd+ZXXAOAjHwE++tG1H1s+588Dn/98ded985vsk/7619P1fvQocOIELfOTJ7nv9GlOGjo7/a0Hr9QVKuiKoqwPkklavceOsfpaobSrj32sPgT96acpuJVy/DhFPRCgNyKZ5MRFPBOPPAKEw7TQh4eB3bu5rt7QUPvPoKw7VNAVRVkfjIwAf/RHK7/OwgIFM7SK//7++Z+rO29sjJXvAOCBB4C9exkQNzPDfupHj3KdPZOhuz2Vqt8qecqao4KuKMr64O//vjbX+eAHadX+zd/U5nr5pFLAf/5n5eclErlR8SdO0DIfG6OYj40BwSCv39TE4xcWXOS7sulRQVcUZX3wkY+Ud9zkJNDRUXhdOZMBPvlJvq61oGezzs1eacEXa2lxe4u9nDlDl/vly4x6T6UYPxAK0e2ezbq0NiGRoOjLZ4/HgeZmeiSUtSES8e3WKuiKoqwPyi17un8/xfqHfmjpvkcfre2YvCQSFOByO6h5yWQo3E8/7badP09BHhx0oj07S8EGaJ3Pz3MtvbOTIp5KcbsxznqPRDb2GntbG383qvneKyUcXr6Yz0qK/awQFXRFUTYWk5PAD//wUivZWqZ9ed/XMjo8keDjC1+o/Nz5eeDsWYq3MDnJ5/ye6VNTHLd8vrNngV27aIkD3G4trxkKFQ6a2wi90CMRLj10dHDyshaCHghwQhUIFBfu1YzNWAb1wyiKsv75lV9Z/pjHH899/4//WNsxxOOMUv/sZys/d2KChWO8HdDEDV8IEfNYjJOAqSm3bWEBOHeOgl5IuJNJN1lYz/T2Atu3A/39wJYta3PPbJaCXsqt7qPLXQVdUZT1z//4H6X3p9PAkSO52378x2s7hm99C/jEJ1gYphJmZlhV7qGHqrvvqVOcTMzN8XNKStvwMF30o6MuMn5oiNsefri6e9UL0Siwbx+wbRtw1VVAX9/a3DcQ4MSplBXe3b02YymAutwVRVn/9PcX37ewABw4UHiftbTyBgdX1rkMAP7u74Dvfa/y8yYnubZ/4UJ19z1/no/+frqBYzHmrs/Pc9t111Hw5ucp6NPT1UXh1xPbtjEHv6uLn3et1q0jEU6aSgUZhsNrM5YCqKArilL/lBLbH/7h0v9gH3wQuHix8L62ttqtvVYj5gAL5Bw/zqC4avD2T0+lWBb3zBmmwA0NcZ1ZBH1wkPf6ylequ1e9sG0bS942N/NzhkIsl7uS2vbL0doKtLfzHt6YhEAgd2ljamr1xrAMKuiKotQ/pSywt72tcHDbyAgtuI99rPi5axFItRzHjhXuulYuAwOcDFjLXPWhIX72ixf5vR07xgI1p04B995Lj8D587Ub/1oTjdI6l1x8WdduaFhdQW9s5CRifp5eH+94vFUBfSz0o4KuKEr9443+zuelL+Xz3r2M+Bbe/nYGy331q6s7tpXywAO5466Uy5eZn37xIr+nU6fovh8fd0F1vb3srnbPPeu/slxzM9P0pKDO3Bwf0SiF1ivqXV38vFJ9byWEQpxEtLbSzX/unNvuRV3uiqIoJfjyl4vva2vj82c/C9x+u9v+ne/wUS/09RXuj37hwspENhajlT43x+eBAbrxYzFars8/T2F78EHeaz03cmlvZ1xAWxsDAeNxBhXOzFBo02kn6JEIj0+lXI2AlRCN8nqZDK11L8Gg+xn6WMRHo9wVRal/fuEXCm8/dIhWEwDcfDPwF39R/T28OeqVspwg33wzcPXVha2306erv69w6RLd7UeP0nIcHWU0+/g4rfbHH6frPb+y3Hqjr4+FgxIvloijAAAgAElEQVQJfi4pjRuL0VLu6KDYNzXRko9G+Sy/IyuhowNoaeHSRjTKh7j6vZOk9vaV36tKVNAVRal/ionQ7/yOy/uNRIB3vrP0dUpViqs2bQzIzR8vxJ49wA03AAcPLo24rzYYLv/+J06wverwMAVuZoZru6OjFPOVWqj1QGsrBTuR4O9EMsk1dCn40tNDQW1vp1dChL1UpbxyC8G0tvI6kYi7ZmMjxdxrlftYlU9d7oqi1DelItxf8QpnHRnDtdVSvOQltOh6egrvTySWulPLYbk12htvZHrcyAit5BdecPtqsaY9PMxAt+FhjsUbtAXQWt8IdHfz+xsf54QllaLXY2GB32NvL93w1rr17mCQn1+603kxhhOETIbXiMeX7g+FeF40yklCKMTjm5pcFT/5HQ0GeU+fUEFXlJWSTvta7nHDU0rQpdxpuQQCpQt/9PZWJ34nTpTef+QIxWHr1qWiUQtGR7l2Pj5eXR/29UJLC7/HeJwC3dycWwY3EuHPsKHBLW8Eg5xMSWtab4pZOMxJYCbDCYJY/HKtQIACPTtLMTfGXa+hgceHQnwdDPJRzYSwRuh/IUVZCbOzdGdee23l4qKUR74F297Of8z79tXevVltGlup+u1799LVnk5THFajNGg8zij3jWKJF6KpiZOx+Xl+Tlk3DwT4eyBeia4uHjc3x20zM5wI9PVRrMWbImviEjjX3Mz9kkcejfK9VIbr7ua9pHudWOjWunX0QGB5L9EqooKuKCtBIop7eykwSu3JT+m6805apHfeWdgzcugQi6eUwisAteAznym+75ZbKB7BIH9HVqvwyODg8mv56xnJA5cmOGKpRyJ8PT/P97t3u2WYYJC/I4mES3fLZDi5amvj+/Z2V5RG1uYB/sxiMYq0NIJZWOA1p6cp+C0tfG+tW8uXrAsf0KA4RVkJly8zgrgWea5KYX7iJ3Lfv/WtwN1381GIUiluwoMPutef/vTyx8fjjB6vJrDsxhspGE1NdLmv1sRvdnZjdFErRHMzG7BMT3PSsrDgAuGCQWdNp9MU88ZGt9YdifD4lhZO5CQKvreXj507GbQYjXJfTw+t+Y4OCn4k4gLivFkKEu3e3e0mBc3NGuWuKOuKTMb9Yz992qUKKauDV3wBpoDdfTdw5ZWFj9+/H3jiiaXbf/Zn3eubbqJV/fM/D7znPcuP4c1vZgGbf/kX4EMfKr8iWUsLxyvrsf39tUmhKsRGdbdHIsCOHZwIiXUs6WINDRRb8YBI5HtzMwW3pYX7W1pcXrq42VtaKMJbtrCUbFubi1zv6OD2hgYeJ1Htra2cKHR2cjLQ1sbjurr4CAZ9zSZQl7uiVIK1bt0sEgGeeYbRxbXIJVaWUqh96JYt7p92MW6+eem2P/1T9zoQYLe1cjuu3XMPn9/9bj7/8R+X18zl6qu5hi7s3EkhWA1W2lymXuntpWejq4vvpY99YyMfbW2um5wxfE4kaE1LQZlQiF6WbNYF0nV3U6Tb23nN/n5mISQSnHTJhCEQcJOxyUkXhBcK0UKXnuyRCAXdRwtdBV1RKiGTYWqQpKcMDLhWlUrt+cVfXLqtp4f/pCuNJq4kGC2ZpCAEAsXX2h9+GLj11tLXuf76XAEPhWjxKeVhDAW4sZFinEy6lLT2drrYOzv5c5L0sqYmvk8knIhL4JpY5akU3ewi6HNzLs1Nyshms/wd6Otza/Ktrc7yl6I1ElSXSrlx+IQKuqJUwtwcy2day+CbixeZKrSSWtxKcQoFm4VCq/9P85576Oa94Qbgk58sfMxttzEQq5QL/ciR1XOxb2TCYU6aAwFav5kM//bkZx8O02oXyzmZpDhns1x6kEYtknLW3k7PWibDbY2NdLOHwy5rAuC1JQCusdFFzM/O8rFnjwuAC4d5zNatLtAunfa1H7qva+jGmP9ljBkxxjzn5zgUpWyyWQr43Bz/eM+f5x/zmTN+j2xz8Gu/tjrXff559zqVomfgIx+hUHzwg8XPW859/upX+9qsY90hlrBYwG1tzkUei9FbEgq5XPArr+SSRlsbz0ml+DcqopzJuMlAYyOvKRMCyR+fm+O54TCv091N0c9m3fp8JMLjrXXXMYaTAXHLy7E+TuD8ttA/A+ATAP7B53EoSnlMTLDhRzAIvPGNLgVpaMjXYW0a3vzm1bnu1Ve71yMjLKF68iS9MKWQSmHF2LUr9300ujFKsK4GoRBFMpWiZSyR6YEAn2dmKLLZLIWzsZEWczbr1tMBJ+aSyiZpZeGwWzefnaWrvqGBKZAyaZiedrnmk5O8z44dPN5aWv2S8iZjFZd+PM57FYr7WKuv0Lc7A7DW3meM2ePnGBSlIgYGWEimpSU30lnX0NeGfIEsl0oar3jXxT/60eWPLxaMJmVCvazFcsF6pbvblXBtbeXfV1cXXdqJBPeFw64yYyrFZ4l3iEZ5XCxGkW1ooAdlaoo/o7Y2WtTBoAuqm5tz6W9StObyZbdNLPeFBVcfPxbjuZkMxyA15MfHWY1ufNy3r7Duf7OMMe8D8D4A2FXtH7Oi1IrTp7luHo1WX1VMqZ5qi3Z86lPlHzswUN09BGNo2d1ww8qus5aEQq6/uB9I0ZjpaQplVxeFs7OT1rK0ggVofYfDFH2xkKXIi0S6S3nd5ma+lprtkjve3u5qwWezTuBlPd0Y/n0b4+4zNuai28fH+X2JW7+zk8Fz8bivhWXqXtCttZ8C8CkAOHz48AbNy1DWDWfPMiiuuVkFfa3Zvt39U6+Ua66p7Vi85Jem3buXrvrrr1+9e9aaSMRfQW9vdxkA2SyfpfhLSwut7PZ2F4+wYwcnTYkExy555tEoP0cg4F6nUi7VTFzj2Sxd4972p83N/FnKxGDbNt6/sZGW+9yc67QGuHQ2WdPfto2ir4VlFGWdcPQo/0FMTXHtTVk98ou3vPe9lQWY/fRP13Y8xcivTHf77YyA967L1zs+RmYDcOvnUo0tGuX2lhYXvCZpaNEoJ3ddXRRPSTdraXETgmTSVW8Td7lY3dPT/BtOpync09O8p1y7s9Plt3d3u5KwkYgLopPa7+k0zxXLXfqx+4QKuqJUgjf4baWu2bUkm61t7fK1wBt5DgCHD7so6HL47d/m87ZttRtTIX7wB3Pf33ILy70Wq2RXj/T3V5cfX6sIfrGUOzudiPf08LWsmc/PU4C7u+kFaWx0QirucgmMm5/n73tzM1+Pj3MCLoI+Ps6gt3ic7y9coAs+k+Hfitw/k+HfvKSpLSy4inzxOCcKySS3RyKuVKxP+OpyN8Z8DsArAfQYYwYA/Ja19u/9HJOilMQr6M88k7tPKljVI1LdLhyu3zF6sXZpQNoVV1R2jb4+4KtfZSnYteTuuykkPlpqFbN1q0vHrIRo1IngSpC+5c3NFEep8Ca12QEK6ZYttM67u91admMjf697e13WQUMDhVwsaCnXLA1UZmZcQRjAedvkb0Qs/ulpeuPicY6prc252TOZ3Lz4hgZOHnfuXNl3sQL8jnJ/h5/3V5SykfU3r1X+XF75BPnnUW+k0+uvLGg2m9uS9Ngx/sOudDLyxjeWf2wyWb519Vd/BfzMzyzdftNNjMSvdq3fL/bupahVUk8hGnWV0+Lx8tbgg8GlMQdNTfx5x2IuUt1brjUc5kQjk6EIb91KEZe1bnHPSy12qeDmDYxbWHBV5sS9PjFBt30268q9WktRzmYp9gsLzoUvKXRtbbmZCjLp6Ox0BXF8Ql3uilIO09NLO6rlC3q9tq6Uf2xA9cI+MbG2LnuxnIQdO6pL9zKm/ElAsd7qBw8C99+fu+197yt87Nvetv7EHKD349Chys4JBjnJikTKnwhJvXPAfd/BoEszk2pu0iEtk3GlWo3h/bq7Xc30/n5a7NJ4RdzvMmmQNqsi6oGAm5xbS6Gen+f1ZW0ccNvDYSfS7e2uCYtY8F6vXCLhe2EZFXRFKYfjx5f22M4v9zo2tnbjWU2szRVUCRxay4IZheIT/FoqeOIJ5rFfugTcdZfLUy5EuR6B666r3fhqgaz7V0JXF61VaRtaDqEQxbCpyZ0TjboyqpJeJtsaGiimkvt9yy10u4ugNje7CYVEoEtuuLjOW1tdA5a5OT7kuqmUE205z1uPfXra5b9LgZtt22iNi+crHHbufO8SgQ+ooCtKOTz7LPD006WPGRlZm7FUQjUW+fg48N3v8h9ZOk3LI5VavipaLfnqV3PfNzeXLxorIb9VK+Cqjm3bBnzta3T5AsDXv770WG9ntVLceWfxff395V2jlvT3c9JSyXcs0d3SorQcjHHHd3VRuKWrmbjjw2EXENfQwN9Hacazbx+FW8Rf2pk2NPC5u9s1c2lp4TE9Pa5EqxSDMYb3k1S0UIi/51NTPKahwXV3m5vj5+zq4ve0dSu9Au3tPDYQcG75iQlf29iqoCvKcmSzwAMPLHW75vPUU2sznkrwuhVlDXE5vvUt4HOfowfi8mVOVL7+dVqoa8VXvpL7PhBYG8vnyBHgx36s+H5vh7fXvW7p/nIjxe+6q/i+/fvXNhYjFOL329dXeUZANEqh6+go73hjXEGWnh5+TukVb4x7LZOo0VEn6JEItwUCS5dHJDBOrHER82iU95Fccy/pNK8rhWdmZvi6p4cWuMQGGOOauOzezXKzUmO+v9+54KVwjY/ZJHVfWEZRfMda4L77lg/6OXZsbcZTCdbSapB/nOXw+c/z895xB/9Zzc5S4J97Dnj5y1d3vIL0H19rgkHgE58A/qHK9hLFXPH5bNlSfJ8UNLl8Ofe6K40kL0ZfH+8Xj1OwTp8u77xAwKVpSbnW5axTqXsur4NBF9Xe2kqR7Ojgdaancyu3SR12yVf3EgxyLNPT/DuV9fjOTucVkEIwEvBmrZtAiKtdzg8EOAmenXUTiK4u/mzm512TF6kh39jovkMfA2NV0BVlOVIpdlVbjhdfXP2xVIr3n2d+dHEhslngi1/k6y98gZOBWIw54adOAX/zN6s31nqhtZXeiO3bKz+3XEHv7Cy8vbeXUfKnTuUKelPT6lUm3L3bubz37y9/MtXSwslAKsXzn3uutKAHg84bAFA4pdkK4JqnNDZSWONxCrysT3d0UEwlKM5LIMDv7uxZV/xF1sEzGVrP0rQlHueYIxFes7XVif7UFDA4yJ/P8LArdCNFa9raXApoKOQi6i9ccEsAa7E0VAR1uSvKcpTbHevMmfpLDxOvwuQk3ZeFrDzJ0QVyI+K//nXgscdcgZfx8fVXnKZatm2jW/z3fq/0cZ/7XHXXL1aZ7cABrsPv25e7PRjMdffXEnGzB4MsV+t1TXvLmOZbxXv30v3c3u7KrkqAWSGamlyUezhMcQZ4PwmWEys5meTrxkb+Dre2Mr9bctXz3edyza4u/j5Lz3KAx3d2UvDFPR4KOW/Arl38eYhLPxbjRFbS02QpoKfHZU00NvL7kEj8lhZ+nrExX0voqqArynLIP57lOHNm9dyi1SJBbUDxzzE+zkcms3z1u8nJ2o6vHD70obW/JwB84xvAr/5q6WN+5Eequ3ax1KZt22gx5zd2aW2l8JS7Vl0J3hax+/dTuARvIZV8y3PXLh7f2clHaytFrtjEQwLRpO2o5Hh7Xd8imE1NbgLR1saJQ1+fyzUvdG1ZVhJPlKSQ9fXR27Jtmwts6+vjeKUwjpSbzWS4li4u9UyG45QgPoDjlYj3VIoxJgsLrr3qZq0UpyjrgsHB8o+VdcF6IZulCM/P8x+OVPVKpVwAl1gZmQzw8MOlr/fcc2sfhf2TP7m29xNWs81psWtfcQUF9aqrcrf39nLd3Ri6hWvJnj3u9ZYtzPmXymmdna4PeW9v7oRu61Y+BgZchzkJDCvkehcX9fy8s7DlWSx0gBMCcWXPz3M827dz8rBlS2HBlFzzjg6XohYOU9D7++l56ux0JVrTaU5IJJJe6r1HIs5LFYnw/qEQryMFbMRt39/vvFtTUy5638f2uCroirIc+fnmpZDezPVCJsO1QFmPlKh379LA4CC3dXQA//Efpa/38Y8Dr3716o45n76+tb1fpTz2GCPjvZXtlqOQldnVxa5w3d1LLfibbqKgWAu88AItxPziO9XiLVW6dSvfnzxJEd+6lUKXTjsLFXBFZdra+HsjFmtPD8XNm4IWDLq0s/Z29/snHdDE5e6tziYu8OZmiuT+/RT2UssOMqnYsoX33LmTFrNEnosFLxOCbdtcv3OJcJdYhcuXWWhnYYH3lOUCa53Lf/t2fjeBACc64gnzsR6FCrqiLEclEdeJRHVNLlaLVIprkrOzrsOUBPW0t/Mfk7jbZ2eBf//30tfLzw9fDfLjEHysvFUWhw+z+IxYcOWQvwYcDlO0pPXqhQu5ZVJvu41C0dDAmgjZbG5fgZWwY4d73dYGXHst8Mgjrs/31q0ci7c2fTRK0ZUIcG9+ubVO1KSOurRGbW93NdalD7m0Om1q4mQgm+V1Jicp/t3drrNaKeTeIyMuiK2xkb/XTU3OQ5BO8zPv2uU8BgsLtLgl772jg6IukxJZEojF3MRjyxZee2HBFV1aWPA1zkTX0BVlOfLbY5ai3sq/LizQ4hgYYOtXsVgAFzw0Osp/gvmlbYtRqzgB6YKVL+D5QYg+ujDLphIxB5YK+lVXMU1w3z5XNU0K2LS20hqUqmci+rXCG80fDLKKXVsbLdybb6ZLfvfu3HawTU2uWEtfHwVQCsX09blCL+GwK+va1eX6i0u0u3RZk9S5piYnxiLAEvm+XLMbWaNvbeX1pOiLVLITd7i0XJU+6rJ23tDgCtfEYvy7iET4GST9TX73JWJ/xw5+Nzt38jrJ5NoWYMpjHfylKIrPeNOHlmNoaGmEsp8kk7R0Jiddtbd0mq8l+OnsWR63WmvjmQwnDLIGLFy65LwG3nvnF7BZD93hVsq117JSm3xH/f1sv5pMUuh6e/k9tbQw+LKhgVZ0LfAG2gWDtFx37aKA3norhctaCqPUQpeCLSKQ4m5vaaFYNjVxvCKWoZAryjI05EquitDL2ncs5nqNS+10mTCUE+UfDvPYhgbX4KWjgxPHtjYnytksry/LUDL56OvjtkSCn2f7dhdA553IBoMusj+VomchnebkudyqeauACrqi1JJz5/iPuV5IJvkP9MIF17tZSllKas93v8vt5VqZ0pmqXJ59luLzlrc4qxMA/umfOK73vjdX0Oux4l6tyZ+kXHstBVy2S2WyXbsoLM3N/O5aW1lzvZZxGt71/ECAInbllbx/Xx/wildQlEdH3c9dhFvWkiMRF1An5Vbn5lyaWSTiItV7erh9dtbVY29p4edLJOhV6unhc1ubu1c5SEBqJkOBFeu8sdE1YZESsI2NPD4a5YRJXP2dnTwuGuXkvK+Px3m7t2WzHL/0QB8Z4fcjufk+oYKuKLXk7Nn66oueTDIo7tw5/pOSALlYjEE/mQz7ukvebzlcvLg0CrsUx44xcOzGG3MF/Q//kPfdsYNNN+T+995b/rU3CrffnjupESt9dta5ovv6KJIjIy63uhZphPk/964uut2lXroEgXlTu0RkvWvoW7bQEg4EOHYRPmmsIlHxbW38HRRR7O7mMoIE1GWzHMPcnKuhX266npSNlYBB+WziivcWV5J9MtlIJrlk1tXFfT09/M67u93kV6rNyd+4BPZJpTpg9eoFlIEKuqLUklOnaGVUuqa6WszOUsyHh/nPbHKSr2dn+Q8sneY/YYBr7OVwzz2VCfoXvsA4hCuvpAsXcNH2AMus/sZvuH+OaxF4Vw80NVHs9uyhaOWnY+3bx+9jxw637huNMrWtrY3Pjz668nHkTz5DIa6dixUrVQbFNR6LuTVvY1wFu44Otybd1uZKsIoVLB3S9uxxywcLC/ycV13FScD4OO8n6+UNDe68cj+LtGOV7mnez9XS4tb0o1G3Fi7xJO3tnJjI+nhbm0tTA5xnRH5X5T5NTe48H2tRqKArSi15+mnnrqsHZmfp1paiMsPDbu16bi43Irfc/Obf+R3g535u6fZUygWwxeP8DoxxQYUf+QjwgQ9wTF437/nzHJdUCvOW2V0uEGo9c+AAP+uhQ87a9bJjB8VTKrFJxLhEY5eqB18uhXK6g0GXNtbX5wIpxQqfneVSQP54+/oo1hIdL0VmLlzgc2cnfz/6+/m5JPe7u5ufdetWTvIknuPSJVcBrtxiLTI5kWptXkFvaKDYSqqa15KWIL2ODga4ZbP8PPI5ANcAxnsfCejs6mJkv7ctrA+ooCtKLTl9mv8AVypEkje7Ete9tbR4vEI9MMA17elp4F3vcgVEKqFQm1hxrUYizrW/bVvu2ufMDBu/PPro0uI7x47xn6m3yAkA/O7vVj6+9cK113Lic8MNLuLby803UyT6+pz7WwgEgIMHgS99aWVjKBQIKYVUGhtdqdZEgr+P27ZRcK+8cul5kq+9sECLOxbjmCcmKNYdHa41qhRjkej4jg7ea8cOni9R8pEIJzSVZDoEAk54veeJd6GYtS8lXeV+MiERq987gfEKugTISeS8VopTlA1CPM5/VCsJjFlYcO7oQgVIysXapVXuzpyheCYSXO8vt7PWcmQynDy0t3OSMDDg3K9efvqnXQEOL5/5DIXt5ptzt7/qVbUZXz1yzTUUhgMHXMS1l2iUoi81xAEn+sFgbbIpvMViBFk/FjEUV7W1/L1Op+luz0cakzQ3M1BuaoqCKFZ4dzfPly5lJ064aHYJsAuFXMS5BNtVWu5WrhON5oqwFL8pdV5Tk/tswSCPn5116+X5x6fTznPS3MyJsrZPVZQNxMBAYQtmOSToRnLZVzrTt3Zpl7izZ2k9p9Nc73/66fKu1dGRa+lLzev2do55YYGWezLJIisDAy7lyEshMQfY5OTChaUpa/VeJW4l7N3L72Pr1sJu2pYWV/xEaGigVS3BYl1drqhJIcR6LJYbXSxVsdhE8pprOGZvt7imJv4+SG90YyhsHR18ncnw96Sz0+WYA7TGx8bo4pbfdWlvGgrxZ9/SUnkpZYlor7R+gQS7SRS8ROxLGdl8QW9p4XFSv13c/D4GxGphGUWpNdKdrBJSKVdvXfLFq+nclt9vOr+l61NP8Z/t/DyD4L7zncLX+Y3fcK8/9CHgD/4gd//kJD+nRFknk7zehQtMg3viCVpglZQnfeQRNkTx4mPE8KojKVzFWqlKnnO+MIn7t7u7dO2AYNBZv4UwhsVsysUY4MgRV+TGe5+GBo5pyxZXPKa/30Xnb9tGUWxudpb6lVcyul+6vQFuDToQ4NiriUUJBKqrqe4VbxmDtEQtJOjBoJtsSD8EKT/rE2UJujHmCmPM/zHGHDPGnJHHag9OUdYl1Qh6Mum6T83P0/otZs2WYmqK51pLi+Hixdz9Xkvt+PHifd7f9S7+w21qAn7911mr3Mu3vgW8851cEwfoZn/sMTZ3eeYZ4MknuVZfSQ/vdJo1xL3UU138WrN7N630YqIsUe3FJjVbt7JcbDEkx7vYhKGra+kSx3KIpV0oIE/c29KdTY7ft49jlfakDQ0cWyTCMXgnHFIKNhBw+etrhTegzivexdJQCx3jDZzzgXKnMJ8G8FsAPg7gLgA/AbXuFaUwla5LSx/l6WnO8k+c4HNPj6tuVQ7iBpeI3eFhrpkX49ix4vt27wa++EW3Fp7Pj/4oJx/vfz8j3k+fBr73PYrT889z4vDIIxzDSlhJDEG909VFQS+2rCBrusUsza4uNm35yleW7mtu5u/Ptm2cFIyNLc1Z37mz8nV4WR4oNkmQXG/J3W5q4mRVaqHL58pmuU2i6Qux1l0LveMTL1ciQS9Tob/BYDC393k4zEl5pYWXaki5gh611n7LGGOstecBfNgY8wSA31zFsSnK+uTUqcqKywwMUBBnZjjDP3aM/xSvv94F3ZSDVNmS4hmypl2MUrXbIxFa6MX+4efn2j75JD/36KjzAjzxBHDffeWNvRjlFrtZjzQ10X1dKlCrlIUaCuXWV/fS2OhKl7a1MXYilXIlVzMZZhR4e5+XQzS6vBtcgs+klbBMSGRyFgrxd1V6rNfLpE0mEGJpLyy4JaNCf8vhsPv7am3lZ8q37teYcgU9aYwJADhtjHk/gEsA6qillKLUEQMDlfVFn5qiII6P02J57jlun57OXV9cDulpbkx17vp8vGuEy/H44/zMUqQGYHTwRz+6sjHUS8W91aCxcWUxAg0NuZ3SvHR1ubKxV13F2ImpKU4QGhooVDt3Lt/BrBokylwC5eJxJ5Iy7uZm7q/kd2y1kbX3YNAF8wmF4lkknU0mJJIz7z1vjSlX0H8eQBOA/wfA7wJ4FYAfX61BKcq6R/5ZLYe1FN+TJ+kWveIK4MEHaR286118X+46YjLJa0j96rWqWLWwwLXzQpRy+SsrIxAoLugSXNbRQbf+rl30AEkb1FjMdXZbDZqaXL8AIDftKxRyRYiknnq9IZXjvO73Qnhd63XgTSpL0K21jy2+nAPXzxVFKYWUvVwOaxkZfuECLdqBAQaypdNcSz9ypHz3/dwcy7xKVa5KAtLK4U/+BPjFX1y6PZWqrkCNsjJkjb0QUnK1r49xDTfe6Hp579hBcT94cPXGJjXfw2HGiHjd9JJnHg7Xp5iHw87DJRZ3OZNq8Tb4uIRQbpT7lcaYvzXGfMMY8215rPbgFMV3qkkdq4RkksJ96RK7oh0/7qLdn36awl7uGGZmWEjm3Dm+lvrTteKnfqrw9tnZyq/12GPAX/7lysaz2ZHUtUL09NCd3tPDCd7VV7OAzd69wEtfyo6A+VX5aolUeZNGLfmVE+vVMgdyJxrS7KXcsZYKYlwDyr3zvwD4awB/C8C/BQJFWWuqdVuXk3+dzTIK/Kmn2HM9mcyNPH/22dziLcsxOUmXezjM60r99lpRrJxtsdS3Uhw+zLXdQjXhlfIpJDQdHbS+d+506WK9vYzHmJtjsGOxam9rNcZ6Rzq2rbO0yXIFPW2t/atVHYmi1EYMzPMAACAASURBVCPVBrjE40sDjjIZV6wCcIVfXnjBRcu+8II7/tQpBjJ1dhZPE/IyOEjXfSRCkV2r4JxHHqnuPB9rXm9oentpkbe3cxIm6WO7dzshj0Q2dtGeWrDOxBxYxuVujOkyxnQB+LIx5meNMVtl2+J2RdnYSBnWSrl8eel1xsdz17WzWYpwsS5ns7MMlivH0l5YoKv97FlOCk6frs5yBoB3vKOy479d5epbKAS89a3F9//3/17ddTcz0tu7v58R262tXL/u7nalV9vaKPb1ki6m1Izl/HhPAHgcjGj/JQAPLm6T7YqysSlVJ7sUAwPudTJJQZ+ezq3UlkgsFfl8zpwpby18aIiCfuECJxNjY9VHmH/gA5Ud/x//Ud5x730vn48c4XMgUDjITqh0YqFQqHfupHhLJ7OWFledrbvb5ZJv5JTATUpJl7u1du9aDURR6pKhoerO89ZQn5rimnYwmBuVnEhwnbyUYE9MlOclmJtjcJ2soY+MVDcZ6e1lA47V4GMfA267DXjLW9y2a68tfnypsqaKY98+N3nr66NrXUqqtra65ZzeXrrfpR+4j8FbyupQ1k/UGNMI4GcB3AHAAvgegL+21tageoWi1CmZTOnyqKWQmuTJJF3f3/0u/5m+8Y2s3gVw+3LXP326PJf7iy/ykU7zce5c5YLe1gbcddfqla1sa6PV7V27LVV1rFQFNcWRL+i7djEYTtLDpItfZycDvfJ7qysbhnIz4f8BwDUA/gLAJxZf/+NqDUpRfMdauscfe2z5Ywtx7hwnBIODLIH6jW8AX/0qI9qF4WEeV4qjR7kmvlzq2pkzuev2Q0OVC/qddwI/8AOr+88+PxCrVAS0rvGWh7dV7/btzDPv6GBhGalm1tzMyVNnp4r5BqZcQb/WWvuT1tp7Fx/vBUVdUTYmUinq2WerO//552mdDw0BDz3E6xw75mqbJ5O0qJdz6cv5ywn67GzuMVNTuY0jyuFNb6JLfDX41V8tvD0UAu6+u3BNcRX08vBWi9u+nS536VoG8DuWIjQ+NQ1R1oZyBf1JY8yt8sYYcws0KE7ZyIiFXq2gDwxwjfzcOaZ1jYxwffuRR7hmfukS67cvh6yzLyfOIyPVjVN4wxuA7//+4qVEV8rb315837vfDfzMz+QK+DvfqWu85eKt93/ddUvr/xvD5Yv1mA+uVES5fzEvAfCgMebC4vtdAE4aY44CsNba61dldIriF9bS6l1YqP4aExPA/ffntlN97jkK+ze/SXd6ORw/zslFMYt1fn7lbUrf8Q63tl9rbr+9dFWyG25gmtXMDPDnf85tr3zl6oxlI9Lb66zww4fVs7GJKVfQ37Cqo1CUemNhgYVdVsLICN3s+e5yqdnuTW0rxexs6cpzzz3H+u8r4dZblz+mWt785tJFTLZupQX5utdR0EMhblPKo6+P6+MNDQyQU8/GpqXkT95TPKZgsWZrbZVJuopS55w7B3zpS+Ud29BQ2JI/eZLR7fmcOcMUs0oamkxNFS/Vefw41+xXQl/fys4vxctfXtpqbGtj0FYiwRz1/v7iNcqVpbS383fD5zriiv8s99N/AkxTk7BIMTXM4ut9qzQuRfEHaxkQNzHhUs9KYQxzfgsFt33724VrwZ89m+uGL4dnnmEr1ULjPX26+op2QrE67bXg4MHSkdWBgGs08pa38LmSPvCbnZYWTsiam/0eieIzZReWWbTWrwCgBYCVjUkyybXocJipYt666sUQ66iQoD/wQOFzjh9nUFwlPPgg8La35W4bH2dDlmoD97yU28v5l34J+OhHaUk/+mh555QbWd3YyE5gra3qcq+E5mZGtvf3+z0SxWfKLSzzUwB+HsAOAE8DuBUsA/vq1Ruaoqwi2azr1yzEYnT7eluaLsf27cwDLhTgdvZs4XMeeYSBcZXw9NNLtw0McAJSaN9q8Y538H4f+ADT3Mqh3CYs4TCFKRJZl40xfCMcBu64QwvxKGWnrf08gJcCOG+tvQvATQCmV21UirLaiHgL1lLkJbr9uefKu86BAxT0crqhCZW624HC4zl3jhOPcoPrilFJG80bbwR+//eB178euPnmld03n3CYBVEq+S4Veld27ly9LAVl3VCuoCekzKsxJmKtPQHgqtUblqKsMmNjtKAlAj2T4WNmhnXRn3iivOtcdx1F/cCB8u89WzDGtDSFAuhOnizf7V2K172u/GONoVs8GAR+67eKHyfr/ZVa2t3ddLkr5RMMAlu2aCChUnba2oAxpgPAFwF80xgzCaDK3oyK4jPpNHDvvXRXX3MN/yHGYgyEGxmhxVtuoZYdOyhahSqdrTbf+tbKU+sA4Ad/sLrzDh9eui0cprX4fd8HfOYztOQrQYufVE4gwEmQVoHb9JQl6NbaH1h8+WFjzL0A2gH816qNSlFqzcICre+WFrran3ySlnI8zm3JJFPD7ruPa9yl6O11FnN7O1OF9q5xY0JrWWd+cnJl1wkEaHFXQ3t77vvmZi4/XHcdcP31wEte4lqlKquHMVyq0IIym56KkxattQUSaxWlzkkkGOTW3c3XR4/SIp+YoKBPTrIIzJe/XLyPeChE6/7mm4Gvf53benq4vaur8Dm1/gzBIK3gVGrlYg7Qgq42Bz0UonhLQOCP/RitxG3buATxkpdwv7L6tLRo0xWl7DV0RVnfnDvHx9AQLduHH2YxlguL1YyffBL413/lurT0j87nhhs4IXjJS/jeGAZw7du3Nhb6/LwL5CunpWo5vOY15Ueh5xMKsQ67cOgQv4/mZq7p3nADn5XVRTqqlWpFq2wKtKyQsjkYHmag2/Aw88NFtB9/nCk///Vf3F6oEIxw6610bV57rVsz376dIpbvfl4Njh+nJ+Dqq1fejKW9nd6GO+6o/hqBAL8LYc8e9njv7eX1t2xZm+9F0aIyCgAVdGUzYC3d6d/6FkXHGxku/c4ffhiYXiYT8/BhWqWHD9MiDwZpsYfDa1PZ7J57OIG4+urKm7Hceis/o3DnnRT0fSso9mgMsH+/e9/VxQlRfz9d71KjXVGUNcFXQTfGvAHAnwMIAvg7a+0f+jkeZYOSybDS2pkzFG1vBbjvfpf7yynzesstLGO6Zw+Dv4xxaVmrWTpVePhhiuRP/iS7tVXCjTfmCvq73kUvxUrH3dXFoLpk0jUJaWnhc0/P2nwviqIA8FHQjTFBAH8J4LUABgA8Zoz5krX2mF9jUjYoqRQLswwNsVyql0uXlm4rxrZtFKlw2Am60NjI1KFqcszL5amnmFInE5RK8LrGm5v5Ph5feUW2lha2R52epngbw+8hEPAnlU9RNjF+WuhHALxgrT0DAMaYzwN4CwAVdKV2ZLMULolcL9SGtFgQXD7NzS7wKL9RSmMj3c+rWYZ1ZIRFb+bmKs8/v+IKYNcufhd9fYxCT6dXHhnd0MBguPl5VxSm2iA7RVFWhJ+Cvh2At4nzAIBbfBqLshFJpRgVPjWVW+Y1n8HB8q7nbU2Zn6YmLubVJhYDLl+uvNxrb68LpuvpoRDXIm85EODkIJXiay1uoii+UfdBccaY9wF4HwDs2rXL59Eodcn8PB/t7RSpTIbiK6Vcl2uEUo1VffXVudZtOEwLeC2oprtaUxMt80CAFnUtaW3ld6150IriK34K+iUAOz3vdyxuy8Fa+ykAnwKAw4cP2/z9ioJMhu7jsTGu42YydIGPjbHqWzxe+nxvsFi5dHTkvl+rSHeAOfOVIj2z29uB226r7Xi2bKGFroKuKL7ip6A/BuAKY8xeUMh/BMCP+jgeZT2TSLAc6969FJf5eVZSO3du+b7m3/hG5ffLz/sNBnMDz1ZCY2PpJYJKI9wBrmt3dnKctfYkRCJag11R6gDfBN1amzbGvB/A18G0tf9lrX3er/Eo6xhrmXY2PU3L2Ri6ls+fZ3T788v8WpXT9/zuu3PfB/KKLBpTuyIq113n8uML8cwzlV+zqYk57Fu2rCz3vBBtbayVryiKr/i6hm6t/RqAr/k5BmUDkM0yJW1y0qWV9fayPerRo3xeKa99ben9MomoBQcPlhb0Sunr43dy6BAnHbWuO9/YyIeiKL5S90FxilISa7lGPjDANfNQiOK1bx8rwp06VZvc8Je9rPR+Y0qvITc0lG/FdnaWP65yuPpqfi9btlDMda1bUTYkKujK+iab5XqzFI0xhgI/O+tapNaCrVtL7zeGlvCWLRxLPldd5bqSFaOtjZ9n507XUa0WHDjA8e3YUTsvgqIodYcKurK+SaVYaGVykhb67CyfL18u3ga1GlpbS++XntSHDi0V9P37GYi2nKAfPOjqq+/evXwwX7lIERwVc0XZ0KigK+ubdJq55uPj7G0OsHjKxETpSPFKKaebVWcnxfvee3O333FHea0tJaiur48TgFSKgX0r5aqrVn4NRVHqHhV0ZX1jrRPzkRH3PlTjX+1yrFtj2Lgln2uuWX79PBjkpKGxkeJ/7bWcrFy8WLql63J0dDBAUFGUDY8KurJ+kTrtIyOMZJ+ZoTAmk+XXZy+XcgPJCpV/3bOH5WdLsWOH607W20sLfWKCwl5NZTjh4EHteKYomwQVdGX9ks3Sir182XVMq1UgWT7lCHo0WrhaXG9vaQs/GmWOeCjEtfr2dgp6JsNHtYLe30/vQDnufkVR1j0q6Mr6JZOhJX7hwurdo6WFUeflCHooVNi93djIwi7d3YVbtW7fTtd4WxuFPxjkdRKJyjwNbW1ccpDI/iNHODHQhimKsilQQVfWL1NTrA5Xi8IxxXjd65a2Si1FoWj43l6O9corgYceWrp/2zYXCNfZyZz1nTvpgaikpOqhQ5wQPPQQJxcHD/KateiqpihK3aOCrqxfEglapOfOrc71b7qJFeIqCSorVBQmEOA1rrsOOH586Xr6wYMU8C1baE0HgxTh7dv5+crh8GHg9a+ndX78OPPme3t5DRV0RdkUqKAr65dsluvnFy+uzvVvu41BaZW4rAvVcxeB3rmTAXL57Vr7+ljB7cABd3w47Kq7lcNrXsOUuYUFpqnt30+PQEsLm6coirLhUUFX1ifZLKPAJycZGFdrDhwAXvlKCmoldcoLWcOtrRTW9nZazPmCboxLWZO1+vZ2fq5yxfiqq1iQZmaGkxBx37e2akEZRdkkqKAr6xMR9Pn52l5X2qAeOUKXe1NTZYKeL54S4R4IUKQLpbVFIhR8Y1xEejTKKPXlerkLV17JoLholJ6AvXt53YYGFXRF2SSooCvrk2yWEeDVBsTdfDNrvefzspfR1f6KV9A9PjtbWZGafPG86SYKubV0oxdyobe18dHdTWEXlmv4Isj6eyBAAT9wwNWeD4dV0BVlk6B/6cr6JJNhQZlqAuJaW4G3vrXwvpe9jJHtN91EIQyFKhP0fAGWLm3GUFw7OvjspbGRgh6J5LrYyxXia6/lZKC5mc87d9Iz0NRUux7tiqLUPWqhK+uPhQU2ZBkddfXby+Xmm+mOvv32wvtvuIHua3GVNzWtzMK9+mr3uq8PGB5mANz4uOus1tREIc+vF1+OdX7XXcDb3sZrtLUBsZiz1pualk4eFEXZsKiFrqw/5uaYsjY4WLhQSyluuIH52ldcAbz//Uv3HzpE4RWrPBhcWf9wr4t9+3ZOJqTNanc3g9ekfnv+fYxZPiju9a/nmEMhHh8IOEs/HNYId0XZRKigK+sL6X8+MUELfWyssvNf/nKuj3d2AnffvXT/vn21XXPu6HCvJbd83z4+9uxh4FsgUNySlnOK8apX5Vayk2sFg5wo6Pq5omwa9K9dWV9I57HZWeagT05Wdv5dd3HNORrNdYcL5QailYu3jnpzMx89PbTQe3oo+A0Npduz3nln8X19faXz5Gv5WRRFqWtU0JX1RSLBBiwzM8ClS65uebm0t1Nkg0G6vHfscPtuvZXPK7Vqb7nFvfamvEWjFN/rr3e127u7aaWXco3ffnvhCnSvfjUnAt7cd6+l7n1WFGXDo3/tyvohnaagDw0BJ04s35K0ECKkAMX2x3+cohiJUCCBlVu1N9zA51AoV2yjUVrlnZ187u5mHfe2ttLlWQ8doms9n//23zhB8Fr3MvZQyOW2K4qyKdAod2V9kMkwGG5sjOvnY2OVu9uBXIELheiCHxhgx7Ybb1x6TDVcfz1FurNzadpYOMwo9x07KPCdnXSbl2rCsncvJwlnzgBPPeW2X3klr+cdbzDo6sGrmCvKpkIFXalv0mmumxvD55kZCtvwcG1Kvvb0MFL85Ek2T6lFq9FDhxj0tmVLYaFub6enIJWiFR0Mls51b29nPvvERK6g79ix9PrV5M4rirIh0L96pb6ZmaFlLm7luTla04ODtbl+fz9T3/r7KZyVtCstRmcncM01uelvgjEU+nCYgt7fX7jlqpdQiBOA224D/uzP3PZiOfLeanOKomwaVNCV+iWToVU6OEhBi0QYBDc+XjtB7+pimdT5+dwUs5XQ0sJmKX19hfdbS3f71q3liW9LC1Pc8tu4ahU4RVE8qKAr9UsiwXrtAwO01Hfu5HMiUXlBGYCimE84DOzezclDraqqtbfzmhJ8l080SutcIu6XIxDgxCP/WLXEFUXxoIKu1BcLCxTxbJavx8dppc/N0eIdGWFBmUSi8mu/8pVLtxlTm3VzL9IprVhueXMzP1tDw/LudsGYpV3fNCVNURQPKuhKfZFK8TmT4ePECYp4ZyffX7rkBL5SbrqptmMtRjjMlLRiFn8g4CYSlVjZKuCKopRABV2pL4yhqMfjbDQyOsq886kpusyHhrit3D7hXg4frvlwCxIOl84Bb2hwXoFqvQOvf3115ymKsmFRQVfqj0SCLul4nClqIyOM9D5/nuvp8/PVXXfv3tqOsxjBIN3qxdzp0oglP4e8HGTZoVi3OEVRNi0q6Ep9kUq5hitTU8Azz9C93tUFvPACt1Ur6OWuV9eCnTtL789fDy+XN70JuO++wvEAiqJsalTQlfpiepqibQzw4ovAuXO02K2loA8PV+duBzZGb/DXvIYBd7t3+z0SRVHqDBV0pT7IZOhmHxx0Fvr58y49bWiIaWDT09Vdv6OjNkVj/Oammxhw19Xl90gURakzVNCV+mB6mq71M2fYFrWxkRa5MDNDsU8mK7/27t3AwYMbQ9B37ODSQTn564qibCpU0BX/kS5qMzMMenvhBUZ/nz+fe1y11vmb3sTKbRuhWUkwqBXiFEUpiCa2KrUjm3WvK2mckslwjXxkBLh4kRb6s8/mWuhAZbnn11/P523bSpdhXW9ILvpGmJwoilJT1EJXqieVomUtFdHm55ljbQxd49FoeV2/Mhmee+4cA+EGBjghGBqqblyhEPDa13JNfv9+l0a2EWhsZHCfFplRFCUPFXSleqSqm7XOYlxYcPutLe86CwtcOz99mtb56Gj55xbiyBG2Gx0aYhDZS19KS32jsBFiARRFqTkq6MryiHCXSvsSAU4m2RXNuz2TKW2pz80BZ8/yMTrKjmor4cgRVpW77TbgyisZFFerTmqKoih1igq6Qqxlulhz89JypIODtMC9xVKkPOvcXG7EtbUU5FCI7mGp+tbautRNbC3PHx3l2vmFCwyMm59fmYV+883Avn0sHdvTw3tvhBx0RVGUEuhCnEJSKYrq8eNL942P8+EV2USCbvJjx3Kjz62lKJ85Q2t9cpKvvQFzQjrNY555hvcdGuJkYCViDgDXXkuLfNcupnk1Nemas6IoGx79L6eQhQWKb35Z1ViMHc4uXXJCay1w8iTw9NN8nphw1dtSKYp/LMZrDQ3RCi/UvzyTofX/1FM8rtq0NC/GAFu38vWuXdozXFGUTYO63BUi7vNAgNa0WLQjI3SFAxTrSIRi/bWvsbXpvn0sx9rSwkckQhf6+Dit43iclvjEBEuWeonFgKNHGd0+MUHLfqVs3bq2NdsVRVHqBBV0hcRiTBdraKDlLMKeTLo19NlZCvbYGPDkk3wOh2m9d3TwmIsX+X5qiudNTfEaqRRw6JC7XzbLicCjjzJVbXi4stz1YuzZkxuUpyiKsklQQVdoTY+OMm2so4PCGg5z29GjFG5jeFxPj4tIj8WYQnXpEluTDg5yvfz8eVfGdXaWYu6NcreWFvnp08D99/N1Ldzt0SgD4rToiqIomxAV9M1OJkO3+osvAqdO0W0ukesPPkjRPXfORa9bS5EfGHDnDwxQkFMp4IEHOAFobKQLfWaG53mjzKVF6gMPcDJQaH29GrZvB+66SwPgFEXZlKigb3bSabrJz51jUZdIhMFszc20uI8epcVtLQPXEgla5xIEZy0FfXCQ57/wAgW6uZnlVsNhivrYGO8VCvGc55934l8LVzvABiwHD6qFrijKpkQFfbMTj3Md++RJWtnZLIXbWkafnz1LgQ4EXClWr6Abw/Xv8+fpYh8edmvxW7cCW7ZwwiC12rdt4z2+9z3guedqJ+YA18/zc+gVRVE2CSromx0JXhsZoRAbw3Xt666jxS0BboEA3e+xWG6uejzOdDdZh790ie+bmtzauwTGXb5MgZ+eZoR8LdbNvVx/PXumK4qibEJU0Dc7Y2MU88uXnbV86ZJzrY+Pu/rs4pY/d86dby0FfHSUFvrICLdNT9Naj8dp2QeDFPbJSbrlz5yp/We5/nqgq6v211UURVkHqKBvdgYHKbAS5AbQfT47S4vc6xIfGKA4J5O51xge5vbh4dwqb6OjtOgvXuTa/OXL7OV96lTupKBWdHbW/pqKoijrBBX0zc7ZsxTjqSm37fHH2XY0f337xRe5rp5PKsXr5LvQx8cZEJdK8XHpEgX92Wddw5daEQjk1pRXFEXZZPiS32OM+SFjzPPGmKwx5rAfY1AWOXWKbnAvFy/SSs9HCsEUYmqKKWxekkmmwAnHjtEb8MQTKxtzIbZs0YIyiqJsavyy0J8D8IP4/9u78yipqjsP4N9f7w29sFQ3TW80zb5Is7QsAmIQEWMmBowJMXFQMzFGxyQnUY/GkziZY3KSOJnEyeJEkZxMNI4GNShxooi4BkEiCMgOsiM7sjRbd9/54/ee9ar6veqq6tdVRdX3c06drnpV775bl6J+dXfgd0m6PgEacDdsaNuEDmhTvJstW9yPnznT/vV279ag67YBTEfV1DCgE1FGS0pAN8asBwDhfOHkOnBAA7obrwDtVnMHgtPYIvnwQ+2b92shGaf+/TnCnYgyWsr3oYvILQBuAYDa2tok5yaNtLZqX/mePbGd5+xrj9WOHbrMa2e4+GIuKENEGa3TArqIvAKgwuWp+4wxC6JNxxjzCIBHAKCxsbGDG2UTAA3mBw8Czz+f+GufOOF/mkVFugc6EVEG67SAboyZ1llpUwedOqXLri5bluyc+KOhQTeNISLKYNzFItU1N4fO7e4oe9/z5cs7Z3GXZLjiCh0UR0SUwZI1bW2miOwGMAHAX0XkpWTkI+UZowG4qcm/NJubdVDaW2+5j26/0HTtCtTX618iogyWrFHuzwF4LhnXviC1tvqbzurVuttZOqiv1+Vec1J+fCcRUafit2CqOn1a11nPz/dvfnVrq97ee69jo9VTSd++QFmZrhVPRJTBGNBTSVOTBtyiImDVKm0az8vTgDVqVHxptrToCm/FxUBBgdbMX37Z33wn07RpQCMXGyQiYkBPJc71zTdv1s1MFi3SOdYjR8Y+z9reCW3/fk27rEz7ztet8zffyTRsmK7jTkSU4RjQU8muXTporaEBeOYZrU1v3QosXQrcf39sm4+cP6+j2TdvDs79PnlSg3n4musXsurqZOeAiCglsGqTLGfOtA2sa9cCa9bo6PPXX9dgDmh/+muvxZb+xx8HfxB89JEG82PHgMWLfcl+QkVa0rVnz8Tlg4gohTGgJ8P58zrgLXw62qOPAg8/rME3fCvShx6KPv3WVt1FbelSbbbfs0eXXd25M3Tf8wvF5Mnux7t14/rtREQWNrknQ1OTbopSX6+D1Wyvvqp/d+1qe85LMUzVP3JEV4JbsACorNTBdZWVQFVVx/KdLDNnAm++qXurO5WVAbm5yckTEVGKYUBPhg8/1Jr4VVdpUA/35JPxp93Sov3mL76oI+U3bdJ++QMHLszaOQAMHQqMHx86Oj87Gxg0KHl5IiJKMWxyT4b587Uv+7HH3J+fN8/9+Llz7ad94oQu6/rGG7pm+8GDOtJ9xw7tn78Q1dUBs2aFHhs2DJg+PSnZISJKRayhJ8PTT2sf+TvvBI8512v32i983z6gtFT7jt0YA2zZos354avLdcYuZ4lSUQGMHRt83K0bMGUKcNllScsSEVGqYQ090ZqbtUnc6ehRDcLt+dOftNnZaw32lhb9sbByZcfzmSoKC3X+fWmp3nJztal94kStuRMREQDW0BPv6NHQxwcP6uC1gwfbP/d739NAVlkJTJrU9vmTJ4H169NnnXYgOMYgEADGjdOxAJMnAwMHAl26JDdvREQphAE90RYtCn38xz9qn/fOndGd//bbWguvrNRbQYEeP3VKB8GtXauB/UJXVKQzAOxlXYuLtdn9+HH9W1XF9duJiBwY0BPt+98PffyDH+jSpbH0cduD5i65BJg9W/vON28GVqzQeefp4KKLgAEDdCYAoM3ugwfrlL/Ro3WHNSIi+gQDeqJt2xb6+NSp2NM4dQqYOxfYvh249lqdd75nj05Ri2YkfKrLytKuhb59gV69gsdHjND316cPt0slIgrDQXGJ5BzJ3lGnTwMvvKB97+vW6UC4tWs7nm5hYWKbsocMaXusd2+tjVdV6X1bRYWu3c6mdiKiNljNSaTmZv/T3LpVB9otX97xgN6rl44ib2nRpu3mZq0RO3eB81P37tofvn596PGBAzWgFxZqX7otENA8xbrrHBFRBmBATyS3JV07auFCDcIrVnRsrnlBgQbSc+f0duyYNn03Nen8984waZIG9D/8QR+L6I+KSy7RTVdaW3Wqmk2ES70SEXlgQE+UlhZd8tVvf/kL1gzzDQAAFaFJREFUMHx4x4NuXZ32UX/0kdb4Cwt145NDhzovoM+apc3qpaU6LqCoCKit1aVe8/J0WlrXrp1zbSKiNMOAnijnzgEPPOB/ups2+dMEXV+vtzNnNL2CAh14lp8PbNzYtvYvEv2YgMJC7fN3ysnRHyLFxbrJSkGBNqkPGxZ8XFTE5nUioigxoCfKqVOx72kerY0bO3Z+IKCbn5SW6iC11lYN7FlZOiq/trbtYjXl5Rrkw7eADZeXp83o27cHjxUW6pQ0u0+8ulrnzg8YoCPby8s1oGdxzCYRUbQY0BOhuTl1dzrr0UNr5kOHagDt0UObunNztRbd2qobu4QH9N69tXa9ZUvk9MvKdHT66dNao+/aVZvyx4zRVosuXXQp1xMntMl/0CBdMKewUFsHiIgoKgzoidDcDPz97/GdW1YW3bKw8RoyBJgwQfvQm5q0Zt6tW3Aw2qhRulnM4sWh51VW6vQxr4DerZsG7OpqbUa3543X1mqAHzdOH2dl6bUPHw4uGFNUpAGdiIiixoCeCC0twO9/H9+5s2YBv/udv/mx2ZucNDRoIM3P1x8fJSV6//x5vV9V1fbcfv30+eJi99H1ZWW6icyoURrQm5uDS7lWVQE1NfqDoLBQg3xZmTa1BwJsaiciigMDeiJs26bTymI1bhzwta91XkAfOlRr2n37al/34cNaO87K0oAuok3kPXuGnpeTo1Pc9uzRueThAT0Q0NXcmpu11t2vnwb3vDxtqi8v1/Tz8vQ2aZL2ods/JBjQiYhixoBuj9TuzNHUL7/c9liXLt4Dyq6+Wvucx47VgDtzJvDcc/7nq6FBF3Dp10+b2vPyNIAXF2vtOStLr79liwZue6e4igr9EVBaqsH7wAE9H9Dz6+q0jzwrSwe69e6t3QbnzgVr4MYEa+jdugWb5EU4sp2IKA4M6IcOaU3SucRoR50/rwEsN1ebku+8s+1rpk7VQLh+fWgNt0sX4KabdBDa6NE62vuGGzonoHfrpgH7+HHNgz33PCsrOA/81CltHq+s1Fp2bq7WsHv10oBcVqavswN6r15ao7dHq1dV6fM1NcEaub04jD2SXUTTamkJ3iciopgwoO/bpyO5e/WKrqn3rbc08Eyc6L1ByHvvaaAeOdL7NV/8oq7BPnMmcO+9weM//rH2O9fUaFDs3h247LKY31a7qqs1GBujzd3GaEAvKNCAauc7O1tr3VVVunpcYWHopikVFVpTP3JEH5eVaXP7kCH62vp6Ld+8PE3rzBm9Xmtr21HsBQXaOsAaOhFRzBjQDx/Wmufw4e0H9NZW4O67gY8/Bh59VJcodfPoo8DSpcCVVwLXXef+mgkTdIvQ0lLgl78E9u/X4zNmaDCvrg4G1a5dgUsv1Zr0qlXxvc9wo0Zp03iXLppuXp7+eAgPstnZWmuvqdHWjPx8zXdRkf6wGThQp7UdPao/Cvr100FwF1+swTs7W289egS7GE6e1LK2a+Jdu+rj1lb2nxMRxYkBfflyDeqNjdq/G8nll2ugBoBbbwVWr277mvPngcce0/vr1mkN1k15eXABldtuA+6/X4/X1LRdrzw3V39IHDoEPPywNsefPBn9e3QzZowG8JwcDeYVFe41Y7tfvbZWr19SojX0ggINwHaw37tX07L75QsLQ6ee2YEdCLYC2MHbDu6traydExHFKbMD+tmzOmDt0CEdiDZpknv/7ZkzupOZc6W3NWvc09y6NfTxD3/o/rriYq3RiujUtIceCi65Gk5EWwPOntXrlpbqj4V4F6vp21dr0HYfdnGxpunWPZCVpYG5tFRr3/37azN6Xp4G4EBAm98rKjS9+nqdDufGDtYFBTpuwVkbz8/X67OGTkQUl8wO6CdOAO++qyPKn39elz91C+gjR7ovr3r8uP4tKQkeW7Ag9DWRlka1A1xlpQ6SsweIueneXf/ecIO2KjQ1Ad/+tnfagAbO8nJg587Q48OGaRDOzw+ONM/O9r52fr4OGszO1tp4RYXe79IlOECuvl7LYfjwttPcbHawLi1tez0R7/EGRETUrsz+Bj15MjjC/IkngNtv18BkjNaG7dqy11rpzz6rPwZmzNBaLwA8+GD7150xI/Rx9+7A9OnRTdnq21ebv48ejRzQ+/fXPvKyMq1NO1d0GzFCg25hYeh0MS/29LXTpzV42z9gRDTQ2+89EIi8O1pOjk5dcw66IyIiX2Ru++aZM6FLqu7fH6xdv/oqMHmyBvsdO7zT+PrXtf/7F7/Qxy0t2h/fnjvuCH0soqPmvQbZORUUaM24sjLy6y66SGviEyfqiHOn4cO1luxs3o8U0EV0kN6ECTra3RmMAwGttffpo3PO7alpbuwR8wzmRES+y9yAnpOjU9CcnnpK/06bpiu7XX89cPPN3mmcO6d/f/Ur/evVrx5uxIi2x6qr9daevDxtAo+0cUldnQ5MGzBA/zY2Bp8rKQn2gUe7+UlWls5ZLy9v2zReWqo/LurrtbYeCHgHdDstIiLyXeZWlY4dA/7619Bjy5aFPl64MPr0zpwBfvOb6F7bo0fbY7HuLBapRj1mjNbKy8s1uA4erI/379e/gYCeH6nPPvxaOTnaAmGv8OZkD6jjsq1EREmTuQEdaLuDWEc88AAwd277r5s2zT14x7NVaEFBcIU2p4YGHWnu7NseMkRr5w0NoTXoSH3eTtnZGswLCkKno+XmBrdF5bQzIqKkydzq1JNPxn7Ol7+sA+Hc/OhH0aUxZ45/S5tee6378bFjtfm+Z8/gLmajR2tQr6vTaWp2/3m0a6fbPzhyc0Nr4SLBmjn7xomIkiZzv4FXrnQ/Hj7tzOnxx4NT1eI1dmzHzne6+mrt63eOws/K0hHu9uprgA6iGz9ea9L9+2tAj7VpPCtLV4ezN7MhIqKUkrk1dK+paJ/7XOTziovjv+bEie57i8froouAK64INoEXF+viL126aPC15ebqgLUxY3Q0erzN4na/OxERpZzMraE752XHIpZgmJcXHAkPALNnR99nHY1Bg7TZ/e23dcBbdbU2qdsLt9jsfc1LSnTOO4MyEVHaydxv9gMHYnu9s4985szozrn++uC2rLNm6dx2P+Xm6ip2DQ3aPz5okP4NnzaWna195oGA+wh7IiK64GVuDT1WN94YvH/77cCiRZE3SKmo0B3SysuBDRuAa67RFd78VlSka9Bv3aoLvAwa5D44LRDQpnlnUzwREaUNBvRolZcH748fr6PdFy3yXup1zhzd83z1amDJEl21rSP9716ys4GhQ7UloK5OF4Dxep1zzXkiIkorDOjRcvZJd+2qu5XV1noH9EmTdHDayJFaY66v75xpXSJaMy8o0GlqDNpERBmJAT0ar7/edjBcSUnoAitOw4bp6myABtqGhs6dox0IaH6KijjgjYgoQzGgR+PSS9sey8pyX92trEw3bKmoCB7Lze28vAH6o4F7iRMRZTRGgPY89FDk5+fNC31811063zyepVw7gqu0ERFlNAZ0Nz//OTBwoN7/5jcjv9a5t/nNN+vUtMpK/5Z3JSIiioKYC2gpz8bGRrNixQp/Eou0QMzZs5G3AHU6d063Q83OBubP177snj1D9xonIiKKg4j8wxjT2P4r2YfuLtpgbr/2u9/VAXL9+sV2LhERkU+S0uQuIg+KyAYRWS0iz4mIx+TpBLrqqvjPbWwExo1jMCcioqRJVh/6IgDDjTEjAGwCcG+S8qHGjwemTNHpZp/6VOznjxqlu5gRERElSVKa3I0xLzsevgPg88nIxyemTtWpaVOmxN/3He8OZkRERD5IhT70mwE8lfCrDh8OrF2r96dMAQYM0JXdODqdiIguQJ0W0EXkFQAVLk/dZ4xZYL3mPgDNAJ6IkM4tAG4BgFo/Nzepr9eAPnq0Npn36MGFWYiI6ILVaQHdGDMt0vMiciOAzwC43ESYO2eMeQTAI4BOW/Mtg0OG6MYpX/iCbmjCYE5ERBewpDS5i8gMAHcDmGKMaUpGHjBiBLB3LzB9eucvzUpERNTJktWH/msA+QAWiQ4me8cYc2tCczB2rC4Aw9HpRESUBpI1yj35UbS2VjdS6Yw9yomIiBIsFUa5J0deHheCISKitMGRYERERGmAAZ2IiCgNMKATERGlAQZ0IiKiNMCATkRElAYY0ImIiNIAAzoREVEaYEAnIiJKAwzoREREaYABnYiIKA0woBMREaUBBnQiIqI0wIBORESUBsQYk+w8RE1EDgLY4WOSAQCHfEwv3bB8vLFsImP5eGPZRMbyCdXHGFMWzQsvqIDuNxFZYYxpTHY+UhXLxxvLJjKWjzeWTWQsn/ixyZ2IiCgNMKATERGlgUwP6I8kOwMpjuXjjWUTGcvHG8smMpZPnDK6D52IiChdZHoNnYiIKC2kVEAXkRoRWSIi60TkAxH5lnW8h4gsEpHN1t/u1vHBIrJURM6KyJ1hac0QkY0iskVE7olwzb+JyDERWRh2/Anr/LUiMk9Ecj3O7ysiy6zrPCUiedbxX4jIKuu2SUSOpVj5zBORAyKytp1rur5ORK6z8tAqIp4jUiPkrVREXhCR9610boq3XKz0fCkbr3RiLBvXa7qc7/XZ6SMii0VktYi8JiLVHSkbn8unQESWO/7dfhjhmnOsdDeLyBzH8S9a7+0DEflphPPHiMgaq3z+S0TE8dwdIrLBSuNnqVA2jvSyRWSlhH2nhL3Gq2y+ZL3n1aLfTQGP812/30TkX61jxutcSmPGmJS5AegNYLR1vxjAJgBDAfwMwD3W8XsA/NS6Xw7gYgA/AnCnI51sAFsB1APIA/A+gKEe17wcwD8BWBh2/NMAxLo9CeAbHuc/DWC2df+/3V4H4A4A81KlfKznLgUwGsDadq7p+joAQwAMAvAagMYI53vl7XuO+2UAjgDIS3bZeKUTY9m4XjPazw6APwOYY92fCuCPqfLZsf4/FFn3cwEsAzDe5Xo9AGyz/na37ncH0BPATgBl1uv+AOByjzwvBzDeuub/AbjKOv4pAK8AyLfzmgpl40jvOwD+hLDvlCjKJgfAAQABx+fo31zO9/x+AzAKQB2A7XY6vGXOLaVq6MaYfcaY96z7JwCsB1AF4Brof3xYfz9nveaAMeZdAOfDkhoLYIsxZpsx5hyA/7XScLvmYgAnXI6/aCzQL5Y2tSSrxjAVwPzwvIX5EvRHQYf4WD4wxrwBDaLtXdP1dcaY9caYjVFk2zVvAAyAYqsMi6xrNEeRnlc+fSmbCOm4XdOrDL3e8yfa+ewMBfCqdX8JPD67sfCxfIwx5qT1MNe6uQ3EuRLAImPMEWPMUQCLAMyABqHNxpiD1uteAXBt+Mki0htAiTHmHev/4P8gWD7fAPATY8xZO68xFUYYP/9fWa0pVwOYG+GSXmVjVyC6Wp+PEgB7Xc73/H4zxqw0xmyP4e1TGkmpgO4kInXQX5vLAPQyxuyznvoIQK92Tq8CsMvxeDc8vpSjyEcugBsA/M3l6Z4Ajhlj7EDU5joi0gdAXwS/oH3RwfJJJK+8/Rpay98LYA2AbxljWv24oF9lE5ZOLKK5ZqTPzvsAZln3Z0J/+PSMMQ+eOlo+VpPyKmhtcpExxq18vP4PbgEwSETqRCQHGiRrPM7f7XI+AAwEMNnqrnhdRC5uL8/R8uGz80sAdwOI9Fl2LRtjzHnoj5U10P8XQwE8Fu35UeSN0lxKBnQRKQLwDIBvG2OOO5+zfq0ncmj+bwG8YYx5M87zZwOYb4xp8StDKVY+UQvL25UAVgGoBDASwK9FpKSj1/CrbCKlE4s4/z3uBDBFRFYCmAJgDwBfPj9+lI8xpsUYMxLaajVWRIZHe32rRvoNAE8BeBPaNBzre8uBNlePB3AXgKed/evx6mjZiMhnABwwxvwjzuvnQstmFPT/xWoA98aTFmWmlAvo1of6GQBPGGOetQ7vt5rg7Ka49prY9iD0V381gD0iMk6CA9U+G0Ve7of2737Hcewl6/y5AA4D6GbVND65Tlgys+FDc7vj+n6Uj1faNY7yuTXONH5vnf9iO3m7CcCzVhPuFgAfAhgczzUd1/albNzSibFsXK8Z7WfHGLPXGDPLGDMKwH3WMT8GVfr62bHytATADJf/W67/B63zXjDGjDPGTACwEcAmu9Zv3f7dem212/nQGqn92VkOrQ13aACYT2UzEcBnRWQ7tBl8qog8HkPZjAQAY8xW6wfE0wAucfnseZYtZbac9l+SONav7McArDfG/KfjqecBzAHwE+vvgnaSehfAABHpC/2gzwZwvTHmA1j/aaLIy79Aa5GXO5uCjTFXhr1uCYDPQ/8Dh+RNRAZDB7ssjeaaUeTJr/JxZYzZhSjLJ0Ia4aPVvfK2Ezog8U0R6QUdYLct3uv6VTZe6cRYNq7XjPazY41OPmJ97u4FMC/K63rysXzKAJw3xhwTkUIAV0AHiy2Do3xEpAeAH0twhP90671ARMqNMQes524D8AWrBWtk2LWOi8h4aPP3PwP4lfXUX6AD45aIyEDowLC4N/Pwq2yMMfc63uNl0AFzX7GejqZsCgAMFZEya4zBFVaedoWdnwOX77c43jqlG5MCI/PsG4BJ0Gat1dDm2FXQ0eY9ASwGsBk6iKaH9foK6K/14wCOWfdLrOc+DR2tuhXAfRGu+SaAgwBOW+dfaR1vts618/EDj/ProYPmtkBHJ+c7nvs36OCdVCyfJwHsgw7s2Q3gqx7XdH0dtG93N4CzAPYDeMnjfK+8VQJ4GdpfuBbAV1KhbLzSibFsXK8Z7WcHGuQ3W5/fuc7PVAqUzwgAK6101sLj/4WVxs3We9sC4Kawcltn3WZHOL/RusZW6JgLeyGsPACPW8+9B2BqKpRNWJqXwWOUeztlcyt0UN5qAC8A6Olxvuv3G4BvWvlphvbDz/Xr+4e31L9xpTgiIqI0kHJ96ERERBQ7BnQiIqI0wIBORESUBhjQiYiI0gADOhERURpgQCfKUCLSTURus+5Xisj89s4hotTFaWtEGcpat3yhMSbqpVuJKHWl1EpxRJRQPwHQz9poZTOAIcaY4SJyI3TTlK4ABgD4D+hiLjdAFxL6tDHmiIj0A/Ab6PLITQC+ZozZkPi3QUQAm9yJMtk9ALYa3WjlrrDnhkN3fLP3/W4yurb8UugyrADwCIA7jDFjoBvK/DYhuSYiV6yhE5GbJUb3Bj8hIh9DlyEFdKneEdbOZJcA+LNjo7P8xGeTiGwM6ETk5qzjfqvjcSv0eyMLup97hzbzISL/sMmdKHOdAFAcz4lG9wv/UESuA3THMhFp8DNzRBQbBnSiDGWMOQzgbRFZC+DBOJL4MoCvisj7AD4AcI2f+SOi2HDaGhERURpgDZ2IiCgNMKATERGlAQZ0IiKiNMCATkRElAYY0ImIiNIAAzoREVEaYEAnIiJKAwzoREREaeD/AQvCNKzhVPdbAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 6))\n",
    "ax = plt.subplot(111, xlabel='time', ylabel='alpha', title='Change of alpha over time.')\n",
    "ax.plot(trace_rw['alpha'].T, 'r', alpha=.05);\n",
    "ax.set_xticklabels([str(p.date()) for p in prices[::len(prices)//5].index]);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As does the slope."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 6))\n",
    "ax = fig.add_subplot(111, xlabel='time', ylabel='beta', title='Change of beta over time')\n",
    "ax.plot(trace_rw['beta'].T, 'b', alpha=.05);\n",
    "ax.set_xticklabels([str(p.date()) for p in prices[::len(prices)//5].index]);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The posterior predictive plot shows that we capture the change in regression over time much better. Note that we should have used returns instead of prices. The model would still work the same, but the visualisations would not be quite as clear."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 6))\n",
    "ax = fig.add_subplot(111, xlabel='Price GFI in \\$', ylabel='Price GLD in \\$', \n",
    "            title='Posterior predictive regression lines')\n",
    "\n",
    "colors = np.linspace(0.1, 1, len(prices))\n",
    "colors_sc = np.linspace(0.1, 1, len(trace_rw[::10]['alpha'].T))\n",
    "mymap = plt.get_cmap('winter')\n",
    "mymap_sc = plt.get_cmap('winter')\n",
    "\n",
    "xi = np.linspace(prices_zscored.GFI.min(), prices_zscored.GFI.max(), 50)\n",
    "for i, (alpha, beta) in enumerate(zip(trace_rw[::15]['alpha'].T, \n",
    "                                      trace_rw[::15]['beta'].T)):\n",
    "    for a, b in zip(alpha[::30], beta[::30]):\n",
    "        ax.plot(xi, a + b*xi, alpha=.01, lw=1, \n",
    "                c=mymap_sc(colors_sc[i]))\n",
    "        \n",
    "sc = ax.scatter(prices_zscored.GFI, prices_zscored.GLD, \n",
    "                label='data', cmap=mymap, c=colors)\n",
    "cb = plt.colorbar(sc)\n",
    "cb.ax.set_yticklabels([str(p.date()) for p in prices_zscored[::len(prices)//10].index]);\n",
    "#ax.set(ylim=(100, 190));"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Author: Thomas Wiecki"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
